Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 16988 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.9 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 2 |
TIME is highly correlated with S and 13 other fields | High correlation |
S is highly correlated with TIME and 13 other fields | High correlation |
T1 is highly correlated with TIME and 13 other fields | High correlation |
T3 is highly correlated with TIME and 12 other fields | High correlation |
T4 is highly correlated with TIME and 13 other fields | High correlation |
T5 is highly correlated with TIME and 13 other fields | High correlation |
T6 is highly correlated with TIME and 13 other fields | High correlation |
T7 is highly correlated with TIME and 13 other fields | High correlation |
T9 is highly correlated with TIME and 13 other fields | High correlation |
T10 is highly correlated with TIME and 12 other fields | High correlation |
T11 is highly correlated with TIME and 13 other fields | High correlation |
T12 is highly correlated with TIME and 13 other fields | High correlation |
Z is highly correlated with TIME and 13 other fields | High correlation |
T2 is highly correlated with TIME and 13 other fields | High correlation |
T8 is highly correlated with TIME and 13 other fields | High correlation |
TIME is uniformly distributed | Uniform |
TIME has unique values | Unique |
S has 7630 (44.9%) zeros | Zeros |
Z has 322 (1.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-11 03:28:08.825859 |
|---|---|
| Analysis finished | 2022-11-11 03:28:18.557753 |
| Duration | 9.73 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 16988 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 707.875 |
| Minimum | 0.08333333333 |
|---|---|
| Maximum | 1415.666667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 0.08333333333 |
|---|---|
| 5-th percentile | 70.8625 |
| Q1 | 353.9791667 |
| median | 707.875 |
| Q3 | 1061.770833 |
| 95-th percentile | 1344.8875 |
| Maximum | 1415.666667 |
| Range | 1415.583333 |
| Interquartile range (IQR) | 707.7916667 |
Descriptive statistics
| Standard deviation | 408.6797935 |
|---|---|
| Coefficient of variation (CV) | 0.5773332771 |
| Kurtosis | -1.2 |
| Mean | 707.875 |
| Median Absolute Deviation (MAD) | 353.9166667 |
| Skewness | 8.160123072 × 10-16 |
| Sum | 12025380.5 |
| Variance | 167019.1736 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.08333333333 | 1 | < 0.1% |
| 944.3333333 | 1 | < 0.1% |
| 943.1666667 | 1 | < 0.1% |
| 943.25 | 1 | < 0.1% |
| 943.3333333 | 1 | < 0.1% |
| 943.4166667 | 1 | < 0.1% |
| 943.5 | 1 | < 0.1% |
| 943.5833333 | 1 | < 0.1% |
| 943.6666667 | 1 | < 0.1% |
| 943.75 | 1 | < 0.1% |
| Other values (16978) | 16978 |
| Value | Count | Frequency (%) |
| 0.08333333333 | 1 | |
| 0.1666666667 | 1 | |
| 0.25 | 1 | |
| 0.3333333333 | 1 | |
| 0.4166666667 | 1 | |
| 0.5 | 1 | |
| 0.5833333333 | 1 | |
| 0.6666666667 | 1 | |
| 0.75 | 1 | |
| 0.8333333333 | 1 |
| Value | Count | Frequency (%) |
| 1415.666667 | 1 | |
| 1415.583333 | 1 | |
| 1415.5 | 1 | |
| 1415.416667 | 1 | |
| 1415.333333 | 1 | |
| 1415.25 | 1 | |
| 1415.166667 | 1 | |
| 1415.083333 | 1 | |
| 1415 | 1 | |
| 1414.916667 | 1 |
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6268.098893 |
| Minimum | 0 |
|---|---|
| Maximum | 20001 |
| Zeros | 7630 |
| Zeros (%) | 44.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3999 |
| Q3 | 13999 |
| 95-th percentile | 18000 |
| Maximum | 20001 |
| Range | 20001 |
| Interquartile range (IQR) | 13999 |
Descriptive statistics
| Standard deviation | 6911.825929 |
|---|---|
| Coefficient of variation (CV) | 1.102698928 |
| Kurtosis | -1.189222485 |
| Mean | 6268.098893 |
| Median Absolute Deviation (MAD) | 3999 |
| Skewness | 0.5794611252 |
| Sum | 106482464 |
| Variance | 47773337.67 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 0 | 7630 | |
| 15999 | 1437 | 8.5% |
| 14000 | 1247 | 7.3% |
| 8000 | 1113 | 6.6% |
| 12001 | 719 | 4.2% |
| 6000 | 719 | 4.2% |
| 9998 | 718 | 4.2% |
| 18000 | 707 | 4.2% |
| 3999 | 678 | 4.0% |
| 20001 | 564 | 3.3% |
| Other values (22) | 1456 | 8.6% |
| Value | Count | Frequency (%) |
| 0 | 7630 | |
| 22 | 1 | < 0.1% |
| 158 | 1 | < 0.1% |
| 1436 | 1 | < 0.1% |
| 1998 | 164 | 1.0% |
| 2000 | 555 | 3.3% |
| 2252 | 1 | < 0.1% |
| 3999 | 678 | 4.0% |
| 4001 | 41 | 0.2% |
| 4900 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20001 | 564 | 3.3% |
| 19999 | 154 | 0.9% |
| 19992 | 1 | < 0.1% |
| 18000 | 707 | |
| 17998 | 12 | 0.1% |
| 15999 | 1437 | |
| 15993 | 1 | < 0.1% |
| 15435 | 1 | < 0.1% |
| 14000 | 1247 | |
| 13999 | 190 | 1.1% |
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.36561396 |
| Minimum | 24.7 |
|---|---|
| Maximum | 27.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 24.7 |
|---|---|
| 5-th percentile | 24.7 |
| Q1 | 24.8 |
| median | 25 |
| Q3 | 25.8 |
| 95-th percentile | 26.8 |
| Maximum | 27.2 |
| Range | 2.5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6905189655 |
|---|---|
| Coefficient of variation (CV) | 0.02722263954 |
| Kurtosis | 0.06398873624 |
| Mean | 25.36561396 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 1.066192426 |
| Sum | 430911.05 |
| Variance | 0.4768164418 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.8 | 3566 | |
| 24.9 | 2310 | |
| 24.7 | 1605 | |
| 25 | 1114 | 6.6% |
| 25.1 | 952 | 5.6% |
| 25.5 | 883 | 5.2% |
| 26.4 | 793 | 4.7% |
| 26.1 | 752 | 4.4% |
| 25.8 | 560 | 3.3% |
| 27.2 | 533 | 3.1% |
| Other values (41) | 3920 |
| Value | Count | Frequency (%) |
| 24.7 | 1605 | |
| 24.75 | 1 | < 0.1% |
| 24.8 | 3566 | |
| 24.85 | 20 | 0.1% |
| 24.9 | 2310 | |
| 24.95 | 24 | 0.1% |
| 25 | 1114 | 6.6% |
| 25.05 | 22 | 0.1% |
| 25.1 | 952 | 5.6% |
| 25.15 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| 27.2 | 533 | |
| 27.15 | 2 | < 0.1% |
| 27.1 | 79 | 0.5% |
| 27.05 | 2 | < 0.1% |
| 27 | 22 | 0.1% |
| 26.95 | 1 | < 0.1% |
| 26.9 | 26 | 0.2% |
| 26.85 | 1 | < 0.1% |
| 26.8 | 249 | |
| 26.75 | 4 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.8 KiB |
| 24.8 | |
|---|---|
| 24.7 | |
| 24.9 | |
| 24.6 | |
| 24.5 | 647 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 67952 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 24.9 |
|---|---|
| 2nd row | 24.9 |
| 3rd row | 24.9 |
| 4th row | 24.9 |
| 5th row | 24.9 |
Common Values
| Value | Count | Frequency (%) |
| 24.8 | 7118 | |
| 24.7 | 5043 | |
| 24.9 | 3429 | |
| 24.6 | 751 | 4.4% |
| 24.5 | 647 | 3.8% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 24.8 | 7118 | |
| 24.7 | 5043 | |
| 24.9 | 3429 | |
| 24.6 | 751 | 4.4% |
| 24.5 | 647 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 16988 | |
| 4 | 16988 | |
| . | 16988 | |
| 8 | 7118 | |
| 7 | 5043 | 7.4% |
| 9 | 3429 | 5.0% |
| 6 | 751 | 1.1% |
| 5 | 647 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 50964 | |
| Other Punctuation | 16988 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 16988 | |
| 4 | 16988 | |
| 8 | 7118 | |
| 7 | 5043 | 9.9% |
| 9 | 3429 | 6.7% |
| 6 | 751 | 1.5% |
| 5 | 647 | 1.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 16988 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 67952 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 16988 | |
| 4 | 16988 | |
| . | 16988 | |
| 8 | 7118 | |
| 7 | 5043 | 7.4% |
| 9 | 3429 | 5.0% |
| 6 | 751 | 1.1% |
| 5 | 647 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 67952 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 16988 | |
| 4 | 16988 | |
| . | 16988 | |
| 8 | 7118 | |
| 7 | 5043 | 7.4% |
| 9 | 3429 | 5.0% |
| 6 | 751 | 1.1% |
| 5 | 647 | 1.0% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.7371733 |
| Minimum | 24.4 |
|---|---|
| Maximum | 24.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 24.4 |
|---|---|
| 5-th percentile | 24.5 |
| Q1 | 24.7 |
| median | 24.8 |
| Q3 | 24.8 |
| 95-th percentile | 24.8 |
| Maximum | 24.9 |
| Range | 0.5 |
| Interquartile range (IQR) | 0.1 |
Descriptive statistics
| Standard deviation | 0.1098855112 |
|---|---|
| Coefficient of variation (CV) | 0.004442120764 |
| Kurtosis | 1.930323989 |
| Mean | 24.7371733 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.509640864 |
| Sum | 420235.1 |
| Variance | 0.01207482556 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 24.8 | 9808 | |
| 24.7 | 3720 | 21.9% |
| 24.6 | 1413 | 8.3% |
| 24.4 | 690 | 4.1% |
| 24.5 | 681 | 4.0% |
| 24.9 | 676 | 4.0% |
| Value | Count | Frequency (%) |
| 24.4 | 690 | 4.1% |
| 24.5 | 681 | 4.0% |
| 24.6 | 1413 | 8.3% |
| 24.7 | 3720 | 21.9% |
| 24.8 | 9808 | |
| 24.9 | 676 | 4.0% |
| Value | Count | Frequency (%) |
| 24.9 | 676 | 4.0% |
| 24.8 | 9808 | |
| 24.7 | 3720 | 21.9% |
| 24.6 | 1413 | 8.3% |
| 24.5 | 681 | 4.0% |
| 24.4 | 690 | 4.1% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.08837415 |
| Minimum | 24.8 |
|---|---|
| Maximum | 25.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 24.8 |
|---|---|
| 5-th percentile | 24.9 |
| Q1 | 25 |
| median | 25 |
| Q3 | 25.2 |
| 95-th percentile | 25.4 |
| Maximum | 25.6 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 0.1697001282 |
|---|---|
| Coefficient of variation (CV) | 0.006764094285 |
| Kurtosis | -0.04614805649 |
| Mean | 25.08837415 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.6553172159 |
| Sum | 426201.3 |
| Variance | 0.02879813351 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 25 | 6248 | |
| 25.2 | 2782 | |
| 24.9 | 2212 | 13.0% |
| 25.1 | 1863 | 11.0% |
| 25.3 | 1725 | 10.2% |
| 25.4 | 889 | 5.2% |
| 24.8 | 778 | 4.6% |
| 25.5 | 323 | 1.9% |
| 25.6 | 168 | 1.0% |
| Value | Count | Frequency (%) |
| 24.8 | 778 | 4.6% |
| 24.9 | 2212 | 13.0% |
| 25 | 6248 | |
| 25.1 | 1863 | 11.0% |
| 25.2 | 2782 | |
| 25.3 | 1725 | 10.2% |
| 25.4 | 889 | 5.2% |
| 25.5 | 323 | 1.9% |
| 25.6 | 168 | 1.0% |
| Value | Count | Frequency (%) |
| 25.6 | 168 | 1.0% |
| 25.5 | 323 | 1.9% |
| 25.4 | 889 | 5.2% |
| 25.3 | 1725 | 10.2% |
| 25.2 | 2782 | |
| 25.1 | 1863 | 11.0% |
| 25 | 6248 | |
| 24.9 | 2212 | 13.0% |
| 24.8 | 778 | 4.6% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.22229221 |
| Minimum | 24.9 |
|---|---|
| Maximum | 25.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 24.9 |
|---|---|
| 5-th percentile | 24.9 |
| Q1 | 25 |
| median | 25.3 |
| Q3 | 25.4 |
| 95-th percentile | 25.4 |
| Maximum | 25.5 |
| Range | 0.6 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.1953826123 |
|---|---|
| Coefficient of variation (CV) | 0.00774642569 |
| Kurtosis | -1.242591908 |
| Mean | 25.22229221 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -0.4440682188 |
| Sum | 428476.3 |
| Variance | 0.03817436519 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 25.4 | 6276 | |
| 24.9 | 2566 | |
| 25.2 | 2493 | 14.7% |
| 25 | 1872 | 11.0% |
| 25.3 | 1673 | 9.8% |
| 25.1 | 1330 | 7.8% |
| 25.5 | 778 | 4.6% |
| Value | Count | Frequency (%) |
| 24.9 | 2566 | |
| 25 | 1872 | 11.0% |
| 25.1 | 1330 | 7.8% |
| 25.2 | 2493 | 14.7% |
| 25.3 | 1673 | 9.8% |
| 25.4 | 6276 | |
| 25.5 | 778 | 4.6% |
| Value | Count | Frequency (%) |
| 25.5 | 778 | 4.6% |
| 25.4 | 6276 | |
| 25.3 | 1673 | 9.8% |
| 25.2 | 2493 | 14.7% |
| 25.1 | 1330 | 7.8% |
| 25 | 1872 | 11.0% |
| 24.9 | 2566 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.17607723 |
| Minimum | 24.9 |
|---|---|
| Maximum | 25.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 24.9 |
|---|---|
| 5-th percentile | 24.9 |
| Q1 | 25 |
| median | 25.2 |
| Q3 | 25.3 |
| 95-th percentile | 25.7 |
| Maximum | 25.8 |
| Range | 0.9 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.2416313187 |
|---|---|
| Coefficient of variation (CV) | 0.009597655602 |
| Kurtosis | 0.2515666331 |
| Mean | 25.17607723 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.9228241772 |
| Sum | 427691.2 |
| Variance | 0.05838569416 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 25.2 | 4747 | |
| 24.9 | 3691 | |
| 25 | 2282 | |
| 25.1 | 1803 | 10.6% |
| 25.3 | 1667 | 9.8% |
| 25.7 | 1384 | 8.1% |
| 25.4 | 624 | 3.7% |
| 25.8 | 322 | 1.9% |
| 25.5 | 263 | 1.5% |
| 25.6 | 205 | 1.2% |
| Value | Count | Frequency (%) |
| 24.9 | 3691 | |
| 25 | 2282 | |
| 25.1 | 1803 | 10.6% |
| 25.2 | 4747 | |
| 25.3 | 1667 | 9.8% |
| 25.4 | 624 | 3.7% |
| 25.5 | 263 | 1.5% |
| 25.6 | 205 | 1.2% |
| 25.7 | 1384 | 8.1% |
| 25.8 | 322 | 1.9% |
| Value | Count | Frequency (%) |
| 25.8 | 322 | 1.9% |
| 25.7 | 1384 | 8.1% |
| 25.6 | 205 | 1.2% |
| 25.5 | 263 | 1.5% |
| 25.4 | 624 | 3.7% |
| 25.3 | 1667 | 9.8% |
| 25.2 | 4747 | |
| 25.1 | 1803 | 10.6% |
| 25 | 2282 | |
| 24.9 | 3691 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.69091712 |
| Minimum | 24.3 |
|---|---|
| Maximum | 24.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 24.3 |
|---|---|
| 5-th percentile | 24.4 |
| Q1 | 24.6 |
| median | 24.7 |
| Q3 | 24.8 |
| 95-th percentile | 24.8 |
| Maximum | 24.8 |
| Range | 0.5 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 0.1356699702 |
|---|---|
| Coefficient of variation (CV) | 0.00549473191 |
| Kurtosis | 0.8808907914 |
| Mean | 24.69091712 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -1.276973173 |
| Sum | 419449.3 |
| Variance | 0.01840634081 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 24.8 | 7899 | |
| 24.7 | 4146 | |
| 24.6 | 2353 | 13.9% |
| 24.5 | 1306 | 7.7% |
| 24.4 | 659 | 3.9% |
| 24.3 | 625 | 3.7% |
| Value | Count | Frequency (%) |
| 24.3 | 625 | 3.7% |
| 24.4 | 659 | 3.9% |
| 24.5 | 1306 | 7.7% |
| 24.6 | 2353 | 13.9% |
| 24.7 | 4146 | |
| 24.8 | 7899 |
| Value | Count | Frequency (%) |
| 24.8 | 7899 | |
| 24.7 | 4146 | |
| 24.6 | 2353 | 13.9% |
| 24.5 | 1306 | 7.7% |
| 24.4 | 659 | 3.9% |
| 24.3 | 625 | 3.7% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.8 KiB |
| 24.8 | |
|---|---|
| 24.7 | |
| 24.9 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 67952 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 24.8 |
|---|---|
| 2nd row | 24.8 |
| 3rd row | 24.8 |
| 4th row | 24.8 |
| 5th row | 24.8 |
Common Values
| Value | Count | Frequency (%) |
| 24.8 | 11730 | |
| 24.7 | 3451 | 20.3% |
| 24.9 | 1807 | 10.6% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 24.8 | 11730 | |
| 24.7 | 3451 | 20.3% |
| 24.9 | 1807 | 10.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 16988 | |
| 4 | 16988 | |
| . | 16988 | |
| 8 | 11730 | |
| 7 | 3451 | 5.1% |
| 9 | 1807 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 50964 | |
| Other Punctuation | 16988 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 16988 | |
| 4 | 16988 | |
| 8 | 11730 | |
| 7 | 3451 | 6.8% |
| 9 | 1807 | 3.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 16988 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 67952 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 16988 | |
| 4 | 16988 | |
| . | 16988 | |
| 8 | 11730 | |
| 7 | 3451 | 5.1% |
| 9 | 1807 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 67952 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 16988 | |
| 4 | 16988 | |
| . | 16988 | |
| 8 | 11730 | |
| 7 | 3451 | 5.1% |
| 9 | 1807 | 2.7% |
| Distinct | 89 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.73510419 |
| Minimum | 25 |
|---|---|
| Maximum | 29.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 25.7 |
| Q1 | 27.3 |
| median | 27.9 |
| Q3 | 28.5 |
| 95-th percentile | 29 |
| Maximum | 29.4 |
| Range | 4.4 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.9607090402 |
|---|---|
| Coefficient of variation (CV) | 0.03463873918 |
| Kurtosis | 0.05215791794 |
| Mean | 27.73510419 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | -0.8453892349 |
| Sum | 471163.95 |
| Variance | 0.92296186 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27.7 | 1044 | 6.1% |
| 28.6 | 880 | 5.2% |
| 28.5 | 856 | 5.0% |
| 28.3 | 848 | 5.0% |
| 28.2 | 795 | 4.7% |
| 28.4 | 735 | 4.3% |
| 27.9 | 719 | 4.2% |
| 27.5 | 716 | 4.2% |
| 27.4 | 712 | 4.2% |
| 27.2 | 706 | 4.2% |
| Other values (79) | 8977 |
| Value | Count | Frequency (%) |
| 25 | 24 | 0.1% |
| 25.05 | 2 | < 0.1% |
| 25.1 | 58 | |
| 25.15 | 2 | < 0.1% |
| 25.2 | 31 | 0.2% |
| 25.25 | 2 | < 0.1% |
| 25.3 | 53 | |
| 25.35 | 4 | < 0.1% |
| 25.4 | 125 | |
| 25.45 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.4 | 55 | 0.3% |
| 29.35 | 6 | < 0.1% |
| 29.3 | 160 | |
| 29.25 | 14 | 0.1% |
| 29.2 | 195 | |
| 29.15 | 10 | 0.1% |
| 29.1 | 205 | |
| 29.05 | 16 | 0.1% |
| 29 | 255 | |
| 28.95 | 14 | 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.97548858 |
| Minimum | 24.6 |
|---|---|
| Maximum | 25.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 24.6 |
|---|---|
| 5-th percentile | 24.7 |
| Q1 | 24.9 |
| median | 25 |
| Q3 | 25.1 |
| 95-th percentile | 25.2 |
| Maximum | 25.3 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 0.1495570361 |
|---|---|
| Coefficient of variation (CV) | 0.005988152569 |
| Kurtosis | -0.7069813778 |
| Mean | 24.97548858 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -0.1508716333 |
| Sum | 424283.6 |
| Variance | 0.02236730705 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 24.9 | 4506 | |
| 25.1 | 3451 | |
| 25 | 3046 | |
| 25.2 | 2494 | |
| 24.8 | 2413 | |
| 24.7 | 796 | 4.7% |
| 24.6 | 247 | 1.5% |
| 25.3 | 35 | 0.2% |
| Value | Count | Frequency (%) |
| 24.6 | 247 | 1.5% |
| 24.7 | 796 | 4.7% |
| 24.8 | 2413 | |
| 24.9 | 4506 | |
| 25 | 3046 | |
| 25.1 | 3451 | |
| 25.2 | 2494 | |
| 25.3 | 35 | 0.2% |
| Value | Count | Frequency (%) |
| 25.3 | 35 | 0.2% |
| 25.2 | 2494 | |
| 25.1 | 3451 | |
| 25 | 3046 | |
| 24.9 | 4506 | |
| 24.8 | 2413 | |
| 24.7 | 796 | 4.7% |
| 24.6 | 247 | 1.5% |
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.98090417 |
| Minimum | 24.1 |
|---|---|
| Maximum | 25.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 24.1 |
|---|---|
| 5-th percentile | 24.3 |
| Q1 | 24.7 |
| median | 25 |
| Q3 | 25.3 |
| 95-th percentile | 25.6 |
| Maximum | 25.8 |
| Range | 1.7 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.3817205283 |
|---|---|
| Coefficient of variation (CV) | 0.01528049288 |
| Kurtosis | -0.6838428283 |
| Mean | 24.98090417 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.2066845082 |
| Sum | 424375.6 |
| Variance | 0.1457105617 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 25.3 | 1866 | |
| 24.9 | 1792 | |
| 25 | 1755 | |
| 25.1 | 1608 | |
| 25.2 | 1349 | |
| 24.8 | 1184 | 7.0% |
| 24.5 | 1134 | 6.7% |
| 24.4 | 1093 | 6.4% |
| 25.5 | 1024 | 6.0% |
| 25.4 | 979 | 5.8% |
| Other values (8) | 3204 |
| Value | Count | Frequency (%) |
| 24.1 | 198 | 1.2% |
| 24.2 | 214 | 1.3% |
| 24.3 | 444 | 2.6% |
| 24.4 | 1093 | |
| 24.5 | 1134 | |
| 24.6 | 678 | 4.0% |
| 24.7 | 784 | |
| 24.8 | 1184 | |
| 24.9 | 1792 | |
| 25 | 1755 |
| Value | Count | Frequency (%) |
| 25.8 | 179 | 1.1% |
| 25.7 | 196 | 1.2% |
| 25.6 | 511 | 3.0% |
| 25.5 | 1024 | |
| 25.4 | 979 | |
| 25.3 | 1866 | |
| 25.2 | 1349 | |
| 25.1 | 1608 | |
| 25 | 1755 | |
| 24.9 | 1792 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.96908406 |
| Minimum | 24 |
|---|---|
| Maximum | 25.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | 24 |
|---|---|
| 5-th percentile | 24.3 |
| Q1 | 24.8 |
| median | 25 |
| Q3 | 25.2 |
| 95-th percentile | 25.4 |
| Maximum | 25.6 |
| Range | 1.6 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.3399329653 |
|---|---|
| Coefficient of variation (CV) | 0.01361415439 |
| Kurtosis | -0.05446894489 |
| Mean | 24.96908406 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.7410690888 |
| Sum | 424174.8 |
| Variance | 0.1155544209 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 25 | 2341 | |
| 25.2 | 2328 | |
| 25.1 | 2293 | |
| 25.3 | 1980 | |
| 24.9 | 1887 | |
| 24.4 | 1111 | |
| 24.8 | 1099 | |
| 25.4 | 736 | 4.3% |
| 24.6 | 557 | 3.3% |
| 25.5 | 557 | 3.3% |
| Other values (7) | 2099 |
| Value | Count | Frequency (%) |
| 24 | 33 | 0.2% |
| 24.1 | 287 | 1.7% |
| 24.2 | 366 | 2.2% |
| 24.3 | 360 | 2.1% |
| 24.4 | 1111 | |
| 24.5 | 392 | 2.3% |
| 24.6 | 557 | 3.3% |
| 24.7 | 504 | 3.0% |
| 24.8 | 1099 | |
| 24.9 | 1887 |
| Value | Count | Frequency (%) |
| 25.6 | 157 | 0.9% |
| 25.5 | 557 | 3.3% |
| 25.4 | 736 | 4.3% |
| 25.3 | 1980 | |
| 25.2 | 2328 | |
| 25.1 | 2293 | |
| 25 | 2341 | |
| 24.9 | 1887 | |
| 24.8 | 1099 | |
| 24.7 | 504 | 3.0% |
| Distinct | 124 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.21880822 |
| Minimum | -2.438 |
|---|---|
| Maximum | 63.375 |
| Zeros | 322 |
| Zeros (%) | 1.9% |
| Negative | 1076 |
| Negative (%) | 6.3% |
| Memory size | 132.8 KiB |
Quantile statistics
| Minimum | -2.438 |
|---|---|
| 5-th percentile | -1.219 |
| Q1 | 12.187 |
| median | 25.593 |
| Q3 | 36.562 |
| 95-th percentile | 53.625 |
| Maximum | 63.375 |
| Range | 65.813 |
| Interquartile range (IQR) | 24.375 |
Descriptive statistics
| Standard deviation | 16.2047189 |
|---|---|
| Coefficient of variation (CV) | 0.6425648175 |
| Kurtosis | -0.6124670771 |
| Mean | 25.21880822 |
| Median Absolute Deviation (MAD) | 12.187 |
| Skewness | 0.1671688545 |
| Sum | 428417.114 |
| Variance | 262.5929146 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.219 | 967 | 5.7% |
| 26.812 | 694 | 4.1% |
| 25.593 | 639 | 3.8% |
| 28.031 | 569 | 3.3% |
| 24.375 | 535 | 3.1% |
| 39 | 470 | 2.8% |
| 1.218 | 429 | 2.5% |
| 29.25 | 412 | 2.4% |
| 23.156 | 409 | 2.4% |
| 30.468 | 374 | 2.2% |
| Other values (114) | 11490 |
| Value | Count | Frequency (%) |
| -2.438 | 15 | 0.1% |
| -1.8285 | 49 | 0.3% |
| -1.219 | 967 | |
| -0.6095 | 45 | 0.3% |
| 0 | 322 | 1.9% |
| 0.609 | 40 | 0.2% |
| 1.218 | 429 | |
| 1.8275 | 33 | 0.2% |
| 2.437 | 134 | 0.8% |
| 3.0465 | 33 | 0.2% |
| Value | Count | Frequency (%) |
| 63.375 | 3 | < 0.1% |
| 62.7655 | 3 | < 0.1% |
| 62.156 | 220 | |
| 61.5465 | 104 | |
| 60.937 | 176 | |
| 60.3275 | 41 | 0.2% |
| 59.718 | 12 | 0.1% |
| 59.109 | 3 | < 0.1% |
| 58.5 | 16 | 0.1% |
| 57.8905 | 8 | < 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.083333 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.2 | 0.0 |
| 1 | 0.166667 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.1 | 0.0 |
| 2 | 0.250000 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.1 | 0.0 |
| 3 | 0.333333 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.1 | 0.0 |
| 4 | 0.416667 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.2 | 0.0 |
| 5 | 0.500000 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.1 | 0.0 |
| 6 | 0.583333 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.1 | 0.0 |
| 7 | 0.666667 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.2 | 0.0 |
| 8 | 0.750000 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.1 | 0.0 |
| 9 | 0.833333 | 0 | 24.7 | 24.9 | 24.9 | 25.0 | 25.5 | 25.7 | 24.8 | 24.8 | 27.9 | 25.1 | 25.2 | 25.1 | 0.0 |
Last rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16978 | 1414.916667 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.9 | 24.4 | 24.6 | 1.218 |
| 16979 | 1415.000000 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.8 | 24.4 | 24.6 | 1.218 |
| 16980 | 1415.083333 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.9 | 24.4 | 24.6 | 1.218 |
| 16981 | 1415.166667 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.9 | 24.4 | 24.6 | 1.218 |
| 16982 | 1415.250000 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.9 | 24.4 | 24.6 | 1.218 |
| 16983 | 1415.333333 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.9 | 24.4 | 24.6 | 1.218 |
| 16984 | 1415.416667 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.8 | 24.4 | 24.6 | 1.218 |
| 16985 | 1415.500000 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.8 | 24.4 | 24.6 | 1.218 |
| 16986 | 1415.583333 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.8 | 24.4 | 24.6 | 1.218 |
| 16987 | 1415.666667 | 0 | 24.8 | 24.8 | 24.8 | 25.0 | 25.4 | 25.4 | 24.8 | 24.8 | 27.0 | 24.8 | 24.4 | 24.6 | 1.218 |